DocumentCode
1446653
Title
Abstraction and specialization of information granules
Author
Pedrycz, Witold ; Vukovich, George
Author_Institution
Dept. of Electr. & Comput. Eng., Alberta Univ., Edmonton, Alta., Canada
Volume
31
Issue
1
fYear
2001
fDate
2/1/2001 12:00:00 AM
Firstpage
106
Lastpage
111
Abstract
In his paper, we introduce a model of generalization and specialization of information granules. The information granules themselves are modeled as fuzzy sets or fuzzy relations. The generalization is realized by or-ing fuzzy sets while the specialization is completed through logic and operation. These two logic operators are realized using triangular norms (that is t- and a-norms). We elaborate on two (top-down and bottom-up) strategies of constructing information granules that arise as results of generalization and specialization. Various triangular norms are experimented with and some conclusions based on numeric studies are derived
Keywords
formal logic; fuzzy set theory; generalisation (artificial intelligence); OR and AND graphs; aggregation operators; fuzzy clustering; fuzzy relations; fuzzy sets; information granulation; information granules; specialization; triangular norms; Aerospace engineering; Buildings; Decision making; Error correction; Fuels; Fuzzy control; Fuzzy logic; Fuzzy sets; Optimization methods; Space vehicles;
fLanguage
English
Journal_Title
Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
Publisher
ieee
ISSN
1083-4419
Type
jour
DOI
10.1109/3477.907568
Filename
907568
Link To Document